Abstract
Experiments by Markram and Tsodyks (Nature, 382 (1996) 807-810) have suggested that Hebbian pairing in cortical pyramidal neurons potentiates or depresses the transmission of a subsequent pre-synaptic spike train at steady-state depending on whether the spike train is of low frequency or high frequency, respectively. The frequency above which pairing induced a significant decrease in steady-state synaptic efficacy was as low as about 20Hz and this value depends on such synaptic properties as probability of release and time constant of recovery from short-term synaptic depression. These characteristics of cortical synapses have not yet been fully explained by neural models, notably the decreased steady-state synaptic efficacy at high pre-synaptic firing rates. This article suggests that this decrease in synaptic efficacy in cortical synapses was not observed at steady-state, but rather during a transition period preceding it whose duration is frequency-dependent. It is shown that the time taken to reach steady-state may be frequency-dependent, and may take considerably longer to occur at high than low frequencies. As a result, the pairing-induced decrease in synaptic efficacy at high pre-synaptic firing rates helps to localize the firing of the post-synaptic neuron to a short time interval following the onset of high-frequency pre-synaptic spike trains. This effect may 'speed up the time scale' in response to high-frequency bursts of spikes, and may contribute to rapid synchronization of spike firing across cortical cells that are bound together by associatively learned connections. Copyright (C) 2000 Elsevier Science Ltd.
| Original language | English |
|---|---|
| Pages (from-to) | 699-708 |
| Number of pages | 10 |
| Journal | Neural Networks |
| Volume | 13 |
| Issue number | 7 |
| DOIs | |
| Publication status | Published - Sept 2000 |
| Externally published | Yes |
Funding
M.O. and S.G. were supported in part by the Defense Advanced Research Projects Agency and the Office of Naval Research (ONR N00014-95-1-0409) and the National Science Foundation (NSF IRI-97-20333).
| Funders | Funder number |
|---|---|
| National Science Foundation | IRI-97-20333 |
| Office of Naval Research | N00014-95-1-0409 |
| Defense Advanced Research Projects Agency |
Keywords
- Cortical pyramidal cells
- Cortical synchronization
- Frequency-dependent synaptic plasticity
- Hebbian pairing
- Synaptic depression
- Synaptic potentiation
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